{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "134e7f9d",
   "metadata": {},
   "source": [
    "# Interpretability 11: sparse initialization"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7fe675c2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n",
      "checkpoint directory created: ./model\n",
      "saving model version 0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x600 with 67 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from kan import *\n",
    "\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "print(device)\n",
    "\n",
    "model = KAN([5,5,5,1], sparse_init=False, device=device)\n",
    "x = torch.rand(100,5).to(device)\n",
    "model.get_act(x)\n",
    "model.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "6e6dc04e-6d7f-4d46-b78b-d24ceffc82bd",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cuda\n",
      "checkpoint directory created: ./model\n",
      "saving model version 0.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 500x600 with 67 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from kan import *\n",
    "\n",
    "device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')\n",
    "print(device)\n",
    "\n",
    "model = KAN([5,5,5,1], sparse_init=True, device=device)\n",
    "x = torch.rand(100,5).to(device)\n",
    "model.get_act(x)\n",
    "model.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "a04657f8-6fa9-4dad-b2d6-135277cfd0ad",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.16"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}
